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Quantitative text analysis
Text analysis has undergone substantial evolution since its inception, moving from manual
qualitative assessments to sophisticated quantitative and computational methods. Beginning …
qualitative assessments to sophisticated quantitative and computational methods. Beginning …
Siren's song in the AI ocean: a survey on hallucination in large language models
While large language models (LLMs) have demonstrated remarkable capabilities across a
range of downstream tasks, a significant concern revolves around their propensity to exhibit …
range of downstream tasks, a significant concern revolves around their propensity to exhibit …
AI models collapse when trained on recursively generated data
Stable diffusion revolutionized image creation from descriptive text. GPT-2 (ref.), GPT-3 (.
5)(ref.) and GPT-4 (ref.) demonstrated high performance across a variety of language tasks …
5)(ref.) and GPT-4 (ref.) demonstrated high performance across a variety of language tasks …
A survey on LLM-generated text detection: Necessity, methods, and future directions
The remarkable ability of large language models (LLMs) to comprehend, interpret, and
generate complex language has rapidly integrated LLM-generated text into various aspects …
generate complex language has rapidly integrated LLM-generated text into various aspects …
The science of detecting LLM-generated text
ACM: Digital Library: Communications of the ACM ACM Digital Library Communications of the
ACM Volume 67, Number 4 (2024), Pages 50-59 The Science of Detecting LLM-Generated Text …
ACM Volume 67, Number 4 (2024), Pages 50-59 The Science of Detecting LLM-Generated Text …
Rl on incorrect synthetic data scales the efficiency of llm math reasoning by eight-fold
Training on model-generated synthetic data is a promising approach for finetuning LLMs,
but it remains unclear when it helps or hurts. In this paper, we investigate this question for …
but it remains unclear when it helps or hurts. In this paper, we investigate this question for …
The economic impacts and the regulation of AI: A review of the academic literature and policy actions
M Comunale, A Manera - 2024 - books.google.com
We review the literature on the effects of Artificial Intelligence (AI) adoption and the ongoing
regulatory efforts concerning this technology. Economic research encompasses growth …
regulatory efforts concerning this technology. Economic research encompasses growth …
Scalable watermarking for identifying large language model outputs
Large language models (LLMs) have enabled the generation of high-quality synthetic text,
often indistinguishable from human-written content, at a scale that can markedly affect the …
often indistinguishable from human-written content, at a scale that can markedly affect the …
Understanding hallucinations in diffusion models through mode interpolation
Colloquially speaking, image generation models based upon diffusion processes are
frequently said to exhibit''hallucinations''samples that could never occur in the training data …
frequently said to exhibit''hallucinations''samples that could never occur in the training data …
Model collapse demystified: The case of regression
The era of proliferation of large language and image generation models begs the question
of what happens if models are trained on the synthesized outputs of other models. The …
of what happens if models are trained on the synthesized outputs of other models. The …